{"id":"W4205515774","doi":"10.3390/membranes12010096","title":"Low-Temperature Hydrophilic Pervaporation of Lactic Acid Esterification Reaction Media","year":2022,"lang":"en","type":"article","venue":"Membranes","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministerio de Economía y Competitividad; Mountain Equipment Co-operative","keywords":"Pervaporation; Lactic acid; Ethyl lactate; Permeation; Chemistry; Membrane; Dehydration; Ethanol; Selectivity; Chromatography; Organic chemistry; Chemical engineering; Catalysis; Biochemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001682476,0.0001186542,0.0001563733,0.0001206595,0.00009831208,0.00001384575,0.000102427,0.00005468225,0.000394132],"category_scores_gemma":[0.00001076788,0.0001284173,0.00005511709,0.0002849902,0.00001881517,0.0002109955,0.000006400752,0.0001806289,0.00001853792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004046706,"about_ca_system_score_gemma":0.00002218314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008893797,"about_ca_topic_score_gemma":0.00002340236,"domain_scores_codex":[0.9991454,0.00004653919,0.0002753525,0.0001484956,0.000270665,0.0001134826],"domain_scores_gemma":[0.9996151,0.00001996167,0.00005907537,0.0002259734,0.0000374973,0.00004237719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003091482,0.00004009803,0.0000513316,0.0002421582,0.00001394735,0.000003296957,0.001118508,0.01066818,0.9868265,0.00008745807,0.0002357624,0.0006817933],"study_design_scores_gemma":[0.000374545,0.00004150339,0.004411945,0.00001196006,0.00002580293,0.0000272065,0.0003286632,0.004154706,0.9801564,0.00003617276,0.01024331,0.0001877838],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970227,0.000569254,0.00004457653,0.0001719266,0.0007870984,0.0001573735,0.00002569442,0.0002051056,0.001016301],"genre_scores_gemma":[0.9989464,0.0001461809,0.00003857787,0.00004698943,0.0001193538,0.00005953183,0.0003732878,0.00002627906,0.0002433511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01000755,"threshold_uncertainty_score":0.5236706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01056733524709682,"score_gpt":0.2046386754573275,"score_spread":0.1940713402102307,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}